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The class imbalance problem: A systematic study1
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Citations
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References
2002
Year
Prior Class ProbabilitiesEngineeringMachine LearningEducationSocial StratificationClass Imbalance ProblemData ScienceData MiningPattern RecognitionClass ImbalanceBiasDecision TreeManagementDecision Tree LearningDecision TheoryStatisticsPredictive AnalyticsKnowledge DiscoveryMachine Learning ProblemsComputer ScienceClass ImbalancesData ClassificationClassificationCost-sensitive LearningClass Analysis
In machine learning problems, differences in prior class probabilities -- or class imbalances -- have been reported to hinder the performance of some standard classifiers, such as decision trees. This paper presents a systematic study aimed at answer
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